Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE NOIDA EDITION 2026

Noida’s
fintech industry,
in focus.

The companies, capital and talent shaping fintech in Noida. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Fintech Industry Landscape of Noida
IN
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Fintech illustration
MEET THE COMPANIES

Explore Noida’s fintech leaders

22 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Fintech company highlights in Noida, snapshot 5 August 2026
Company
Paytmpaytm.com$2.8B8 roles22,948
Pine Labspinelabs.com$953.5M5 roles769Financial figure available in RadarView in Radar
Zopperzopper.com$120.6M154$12.2MFYFY2025 filing
EbixCashebixcash.com$35.29M1,799$1.51MFYFY2025 filing
Unnatiunnati.ag$30.43M277$30.49MFYFY2025 filing
BUSINESSNEXTbusinessnext.com$22.97M4 roles1,248Financial figure available in RadarView in Radar
DiGiSPICEdigispice.com$20M1,128$46.93MFYFY2025 filing
Wishfinwishfin.com$16.69M488
One97 Communicationsone97.com7 roles28,017
Credgenicscredgenics.com5 roles382$19.87MFYFY2025 filing
Kredmintkredmint.com5 roles15
Spice Moneyspicemoney.com5 roles1,146
PureSoftwarepuresoftware.com4 roles1,500$0FYFY2025 filing
Lumiqlumiq.ai358$6.99MFYFY2025 filing
M.B.A Consulting India Pvt. Ltd.in.mbacgroup.com750
NX Block Tradesnx-block.comFinancial figure available in RadarView in Radar
Nucleus Softwarenucleussoftware.com1,890Financial figure available in RadarView in Radar
Payomatixpayomatix.comFinancial figure available in RadarView in Radar
Paytm Paymentspaytmpayments.com
Paytm Payments Bankpaytmbank.com791
Share Indiashareindia.com1,093$119.07MFYFY2025 filing
Trustlinetrustline.in3,741
22 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Startup discovery

Recorded classifications only
THE KEY SIGNALS

Fintech industry KPIs in Noida

A few useful ratios bring the size of this ecosystem into perspective.

5 August 2026
Hiring participation15.2%

43 of 283 tracked companies have open roles.

Funding participation13.1%

37 of 283 tracked companies have a recorded round.

Top 3 funding share93.8%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$987.94K

Midpoint of 102 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 93.8% of disclosed capital, while 86.9% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Noida fintech has grown

Recorded company formation and disclosed funding across the complete annual series shown.

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Noida fintech
$0$289.34M$578.68M$868.03M$1.16B2016: $132.58M20162017: $1.02B20172018: $511.27M20182019: $675.58M20192020: $49.61M20202021: $457.88M20212022: $326.64M20222023: $9.84M20232024: $46.78M20242025: $4.7M2025
View the numbers
Annual fintech funding and company formation in Noida
YearFunding (USD)FoundedRaising
2016$132.58M196
2017$1.02B118
2018$511.27M156
2019$675.58M206
2020$49.61M2813
2021$457.88M2911
2022$326.64M3712
2023$9.84M218
2024$46.78M249
2025$4.7M54
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Paytm67.8%
  • Pine Labs23.1%
  • Zopper2.9%
  • Other companies6.2%

Funding by stage

113 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel69 61.1%
Series A–B27 23.9%
Series C+ / PE13 11.5%
Grants, debt & other4 3.5%

Recent recorded rounds

Latest recorded rounds · USD
3 rounds

Swipe or scroll horizontally to browse.

Series B04/2026
Unnati

Backed by Zephyr Management.

Series B02/2026
Unnati $13.99M

Backed by Info Edge.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
₹ crore · standalone

Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.

FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 94 reporting entities from 119 eligible matches.

Revenue in covered accounts₹10,585.3 crore

Sum of reporting-entity revenue; not Noida market sales.

Net profit / loss₹-505.1 crore

Combined result for the same cohort.

Aggregate net margin-4.8%

Combined net income ÷ combined revenue.

Median company revenue₹4.0 crore

The middle covered reporting entity.

Profitable entities+52.1%

49 of 94 covered entities.

Top-five concentration+77.0%

Share of covered revenue from the five largest entities.

Annual account trend

Reported cohort totals by year; coverage is stated for every period.

Bar height shows revenue. Changes in coverage can affect totals.

Profitability has two perspectives

FY2025 · 94 reporting entities

Open the company accounts

Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.

94 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
NOIDA · INDUSTRY COHORTS

How does fintech compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.

Coverage, calculations & financial sources

Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.

The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.

Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the Noida companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

9 of the 283 companies on this page carry a measured traffic record (3.2%); these are the largest of those, by monthly visits. The median among them is 93,029 visits.

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

60 of these companies (21.2%) publish at least one Android app — 105 apps in all, carrying 824.3M installs between them.

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q3–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Payments44819.9MPaytm: Secure UPI Payments 724.4M
Alternative Lending215.2MInstantFunds: Instant Loan App 3M
Banking Tech91.5MZero Balance Saving Account 749.7K
Investment Tech28223.9KNivesh Wealth Management App 71.9K
Insurance It1293.9KOpen Market Seller Application 36.5K
Remittance Services29.7KRinovapay RT 8.3K
Grc Software4381Meon CRM 219
Real Estate It2113AutomateLeads 96

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

Release cadence by quarter

New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.

2023Q1: 32023Q1: 02023Q12023Q3: 22023Q3: 22023Q32023Q4: 12023Q4: 22023Q42024Q1: 12024Q1: 32024Q12024Q3: 12024Q3: 12024Q32024Q4: 12024Q4: 22024Q42025Q1: 22025Q1: 42025Q12025Q2: 22025Q2: 32025Q22025Q3: 52025Q3: 142025Q32025Q4: 12025Q4: 72025Q42026Q1: 12026Q1: 172026Q1

Darker bars are new releases, lighter bars apps updated. 40 of 105 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Noida fintech market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Enterprise tech180
Consumer digital150
Enterprise software81
Business payments solutions65
Investment tech55
Nbfc lenders47
Saas40
Commerce enablers39
Marketplaces29
Online trading platforms28
Agent based payments17
Fintech saas17

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Enterprise tech

The largest measured segment in this report snapshot.

180companies
17.2%have hiring activity

31 companies hiring · $4.1B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Commission on transaction181
Subscription159
Fee-for-service71
E-commerce - service63
Lending43
E-commerce - product11
Advertising10
Renting / leasing4
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 8 dated reports
Mergers & acquisitionspinelabs.com ↗

Pine Labs’ ₹88 crore acquisition of Shopflo

IPO activityzopper.com ↗

Insurance tech firm Zopper on Thursday said it expects to close the ongoing financial year with a Gross Written Premium (GWP) exceeding Rs 1,000 crore and aims to go public in 2028-29.

Mergers & acquisitionsunnati.ag ↗

Info Edge, the Indian job board, announced it is selling its entire stake in agritech startup Gramophone to Akshamaala Solutions (Unnati) in a share-swap deal.

Mergers & acquisitionsmobomoney.in ↗

He also pointed to a significant milestone in the company’s operations with the approval of the merger between Mobile Money Limited and Mobile FinTech Limited.

Funding roundspaytmpayments.com ↗

We hereby inform you that the Company has on December 12, 2025, completed the additional investment of Rs 2,250 crores in its wholly-owned subsidiary, Paytm Payments Services Limited, through subscription to its Rights Issue of Equity Shares.

Regulatorypaytmbank.com ↗

the regulator's decision to cancel the payments bank license is an incremental development

Lawsuitebixcash.com ↗

Eraaya’s management undertook a structured, time-bound review of such legacy positions, with a clear mandate to identify, isolate and resolve historical complexities while reinforcing governance discipline and operational clarity. In furtherance of this approach, the Company has executed a negotiated framework for the complete buyout of minority shareholding in Ebix Payment Services Private Limited, for an aggregate settlement amount of approximately INR 1,800 million, to be discharged over an agreed timeframe.

Leadership movespaytm.com ↗

Rakesh Menon has joined Paytm as assistant vice president – lending, taking on a new role focused on strengthening the company’s lending and credit products.

Full recorded event mix

Top 10 categories among 567 recorded events in the 24-month window.

Earnings
175
Regulatory
102
Mergers & acquisitions
65
Leadership moves
54
IPO activity
54
New products
25
Company announcements
24
Lawsuit
20
Funding rounds
11
Contracts
10
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

19 tracked people moves

Zopper ↗
Rahul Singh

Appointment Chief Financial Officer

Paytm ↗
Rakesh Menon

Appointment assistant vice president – lending

Pine Labs ↗
Navin Chandani

Resignation Previously President of the issuing business and Chief Business Officer

Ms. Yasmin Javeri Krishan

Appointment Chairperson of its Board of Directors

Pine Labs ↗
Shalini Pillai

Appointment Chief Marketing Officer

Dr. Apurva Chamaria

Appointment Chief Business Officer

Paytm ↗
Saujanya Shrivastava

Appointment Chief Executive Officer - New Initiatives

Nilanshuk Haldar

Appointment Vice President and Global Head of Partnerships and Alliances

Product launches

Products, platforms and features in the recorded window

Credgenics ↗
CredInsure

Insurance customer engagement platform

Zopper ↗
ZENOVA

Insurance distribution layer

Lumiq ↗
LiteCone

AI Workforce platform

Pine Labs ↗
Setu’s AI-powered agent

Bill-payment automation

FinnOne Neo®

Digital lending platform

Paytm ↗
AI-powered point-of-sale device

PoS device

Paytm ↗
Paytm Postpaid

Credit Line

Contract wins

10 recorded customer wins

Pine Labs ↗

Customer: indian oilOil & Marketing

Pine Labs ↗

Customer: Bharat PetroleumOil & Marketing

Paytm ↗

Customer: Foster Payment NetworksPayments

Customer: Saarathi FinanceDigital Lending Technology

Customer: department for promotion of industry and internal trade (dpiit)Fintech

EbixCash ↗

Customer: karnataka state road transport corporation

Litigation

13 tracked suits

Company
reserve bank of india v paytm payments bank

regulatory action against Paytm Payments Bank LtdRegulatory · Ongoing

Company
ebix payment services v Eraaya Lifespaces Limited

shareholder dispute over minority shareholdingCivil · Settled

Earnings pulse

Reported company results in the recorded window.

11companies
165period observations
11.0%median reported growth

Median across 135 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
Pine LabsShopflo TechnologiesCompleted2026-05-04Not stated in snapshot
UnnatigramophoneAnnounced2026-01-05Not stated in snapshot
info edgeUnnati ↗Announced2026-01-04Not stated in snapshot
MoboMoneymobileAnnounced2025-12-23Not stated in snapshot
One97 CommunicationsFoster Payment Networks Private LimitedAnnounced2025-12-01Not stated in snapshot
One97 CommunicationsPaytm Insuretech Private LimitedAnnounced2025-12-01Not stated in snapshot

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

573 postings in the preceding 12 months. The full 1,398-posting snapshot covers 51 employers.

Expand panel +

Most advertised job titles

Talent Acquisition Specialist17
Product Manager16
Business Development Manager13
Graphic Designer12
Android Developer10
Talent Acquisition Intern10
5 internship postings

9 tracked postings mention remote work.

The seniority mix

788 postings specify a level.

unspecified
610
manager
461
senior
141
lead
138
intern
34
entry
14

Skills employers mention

Top skills across 1,398 tracked postings in the available jobs snapshot.

Sales
146
Communication Skills
78
Business Development
77
Sql
74
Communication
67
Python
67
Java
64
Stakeholder Management
62
Javascript
62
Marketing
57
ADVERTISED PAY$11.4K/ year

Median across 799 postings with pay data, expressed in USD.

Salary by seniority

manager$13.2K/ year263 postings
senior$15.9K/ year86 postings
lead$20.1K/ year70 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

238 founders and chief executives across 163 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

50 profiles with education records.

IIT Delhi
10
BITS Pilani
7
IIT Kanpur
6
IIM Ahmedabad
6
IIT Kharagpur
5
IIM Calcutta
4
IIT Roorkee
4
INSEAD
4

Prior employers

4 profiles with prior-work records.

Microsoft
1
Apple
1
Cisco
1
Goldman Sachs
1

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

3,939 articles in the measured 12-month window.

Expand panel +
3,939articles in the measured year
863articles in 2026Q1
64.2%positive tone in the latest complete year

News volume trends

Fintech coverage tagged Noida · articles per complete quarter

03987961,1941,5922021Q2: 4682021Q22021Q3: 1,0792021Q4: 7062022Q1: 5382022Q2: 6172022Q22022Q3: 1,3842022Q4: 1,1522023Q1: 6992023Q2: 6732023Q22023Q3: 1,0682023Q4: 1,0332024Q1: 6802024Q2: 7642024Q22024Q3: 1,0022024Q4: 9922025Q1: 8002025Q2: 6052025Q22025Q3: 1,3062025Q4: 1,0092026Q1: 8632026Q1
View quarterly article counts
QuarterArticles
2021Q2468
2021Q31,079
2021Q4706
2022Q1538
2022Q2617
2022Q31,384
2022Q41,152
2023Q1699
2023Q2673
2023Q31,068
2023Q41,033
2024Q1680
2024Q2764
2024Q31,002
2024Q4992
2025Q1800
2025Q2605
2025Q31,306
2025Q41,009
2026Q1863

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
1,504 positive · 24 neutral · 933 negative
2022
1,956 positive · 32 neutral · 1,699 negative
2023
1,880 positive · 23 neutral · 1,562 negative
2024
1,992 positive · 29 neutral · 1,411 negative
2025
2,386 positive · 58 neutral · 1,274 negative

Leading coverage topics

Fintech coverage tagged Noida · ranked by full-period article count.

Initial Public Offerings (Ipos)26,337 articles in the full recorded period
7,531 recent · 9,138 prior
Initial Public Offerings (Ipos) And Listings22,758 articles in the full recorded period
6,923 recent · 7,058 prior
Commodity Trading And Price Changes19,874 articles in the full recorded period
7,181 recent · 4,793 prior
Trade Wars And Geopolitical Impacts19,413 articles in the full recorded period
7,532 recent · 5,703 prior
Asian Financial Market Developments18,830 articles in the full recorded period
6,395 recent · 5,725 prior
Foreign Exchange (Forex) Rate Fluctuations18,495 articles in the full recorded period
5,744 recent · 4,591 prior
Emerging Markets Economic Updates17,683 articles in the full recorded period
5,494 recent · 4,794 prior
Interest Rate Decisions And Impacts16,415 articles in the full recorded period
4,269 recent · 3,920 prior
Quarterly And Annual Financial Results16,241 articles in the full recorded period
4,359 recent · 5,041 prior
Corporate Earnings Reports And Financial Performance15,449 articles in the full recorded period
4,208 recent · 4,780 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

India comparison coverage

KeywordRecentPriorChange
commodity futures2,5921,65257%
crude oil prices1,62087984%
securities fraud98760862%
low-income banking942394139%
oil price volatility883441100%
performance sedan engines802264204%
commodity trading584199193%
sedan mpg comparison556264111%
compact sedan fuel efficiency555264110%
fuel-efficient sedan models555264110%
master franchising174,944-100%
conversion franchising174,638-100%
brand franchising174,637-100%
franchisee support144,629-100%
single-unit franchise114,607-100%

Event and signal lenses

India comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

406,490 classified articles

stock performance, stock indices, forex liquidity

61.8% critical · 35.9% positive
Rising

Funding Momentum

70,345 classified articles

pre-ipo valuation, ipo prospectus, ipo pricing

61.2% critical · 47.9% positive
Rising

Growth

147,794 classified articles

gdp growth forex, revenue beats, stock performance

56.2% critical · 46.4% positive

Fintech coverage tagged Noida. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Fintech research is working on

1,335 papers in the recorded india scope.

Expand panel +
1,335papers
13,825worldwide comparison pool
1,335India-affiliated papers

Research orientation

Promising
410
Problem-identifying
320
Descriptive
314
Cautionary
158
Breakthrough
94
Comparative
23
Critical
16

Contribution mix

Empirical
778
Reviews
256
Position pieces
155
Methods-led
140
Theoretical
6

Tone counts: 1,275 positive · 1 neutral · 59 negative.

Common problems researchers identify
336 papers · 25.2% of this field
  • Financial services179 papers
  • FinTech128 papers
  • Financial inclusion89 papers
  • Payment62 papers
  • Financial literacy37 papers
  • Government36 papers
  • Retail banking24 papers
  • Mobile payment24 papers

Landmark: Financial technology: a review of extant literature

Cautions
158 papers · 11.8% of this field
  • Financial services79 papers
  • Financial inclusion60 papers
  • FinTech58 papers
  • Payment35 papers
  • Government23 papers
  • Digital currency19 papers
  • Database transaction16 papers
  • Investment16 papers

Landmark: Thematic Analysis of Financial Technology (Fintech) Influence on the Banking Industry

Opportunities
504 papers · 37.8% of this field
  • Financial services228 papers
  • FinTech162 papers
  • Financial inclusion161 papers
  • Payment86 papers
  • Financial literacy63 papers
  • Mobile payment51 papers
  • Database transaction47 papers
  • Mobile banking42 papers

Landmark: The Impact of Fintech and Digital Financial Services on Financial Inclusion in India

Leading institutions

Chitkara University
251
Amity University
227
Symbiosis International University
213
Indian Institute of Technology Kanpur
198
Indian Institute of Technology Delhi
187
Fore School of Management
176

Leading researchers

Vikas Sangwan
176
Harshita Harshita
176
Puneet Prakash
176
Shveta Singh
176
Mohammad Asif
164
Mohd Naved Khan
153
Sadhana Tiwari
153
Showkat Khalil Wani
153

Highly cited breakthrough-labelled papers

  • Eagle Strategy Arithmetic Optimisation Algorithm with Optimal Deep Convolutional Forest Based FinTech Application for Hyper-automation32 citations
  • Impact of technology on the financial performance of Indian commercial banks: a clustering based approach11 citations
  • ANALYZING OPPORTUNITIES AND OBSTACLES OF FINTECH IN INDIAN FINANCIAL MARKET2 citations
  • Sustainable digital finance and Finance 5.0: a systematic review and research agenda1 citations
  • Optimizing Cloud Resources for Financial Market Prediction: A Machine Learning Study on NVIDIA Stock Data1 citations

Common problems researchers identify

637 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Mobile payment adoption barriersCommon problems researchers identify · 01

Mobile payment adoption barriers

127 papers

19.9% of this theme group

Researchers examine why consumers hesitate to use mobile payments and what factors influence adoption in India.

Mobile payment (87) · Payment (88) · Mobile banking (23) · Marketing (18)

Empirical study on consumers’ reluctance to mobile payments in a developing economy

An Empirical Study on the Factors Influencing Usage of Mobile Payments with Reference to Bangalore City

View research history
YearShare index
2022629.6
2023605.9
2024764.9
2025875.7
FinTech impact on traditional servicesCommon problems researchers identify · 02

FinTech impact on traditional services

116 papers

18.2% of this theme group

Studies assess how FinTech innovations disrupt and reshape conventional financial institutions and services.

FinTech (71) · Financial services (80) · Financial innovation (12) · Financial sector (11)

Fintech and the Future of Financial Services: A Study of the Impact of Fintech on Traditional Financial Institutions

Fintech Disruption of Traditional Banking Services: A Comprehensive Analysis of Digital Transformation in the Financial Sector

View research history
YearShare index
2022525.1
2023571.5
2024621.1
2025942.8
Credit card fraud detection challengesCommon problems researchers identify · 03

Credit card fraud detection challenges

113 papers

17.7% of this theme group

Papers focus on identifying and mitigating credit card fraud using advanced computational techniques.

Credit card fraud (43) · Credit card (44) · Financial fraud (24) · Computer security (30)

Credit Card Fraud Detection Using Advanced Machine Learning Techniques

Role of Machine Learning in Credit Card Fraud Detection

View research history
YearShare index
202247.4
202347.0
202447.6
202563.6
Financial inclusion and literacy gapsCommon problems researchers identify · 04

Financial inclusion and literacy gaps

85 papers

13.3% of this theme group

Research highlights obstacles to inclusive finance and the role of digital services in improving literacy.

Financial inclusion (71) · Financial services (53) · Financial literacy (22) · Inclusion (13)

Financial Inclusion: The Role of Fintech and Digital Financial Services in India

Digital Financial Inclusion Through FinTech

View research history
YearShare index
2022533.2
2023593.9
2024622.8
2025942.7
Algorithmic and insider trading risksCommon problems researchers identify · 05

Algorithmic and insider trading risks

78 papers

12.2% of this theme group

Works explore the emergence of alternative trading systems and associated regulatory and security concerns.

Alternative trading system (9) · Stock exchange (7) · Insider trading (6) · Algorithmic trading (10)

Development of Financial Technology through E-Payment System in India

Prospects of Digital Currency in India- A Way Forward

View research history
YearShare index
2022430.9
2023395.3
2024430.6
2025186.7
Payment system security concernsCommon problems researchers identify · 06

Payment system security concerns

76 papers

11.9% of this theme group

Analyses address authentication weaknesses and threats facing mobile and electronic payment platforms.

Computer security (32) · Payment (49) · Authentication (7) · Payment system (13)

Securing Transactions and Payment Systems for M-Commerce

Mobile Payments: Assessing the Threats, Challenges and Security Measures

View research history
YearShare index
20221349.6
20231352.7
20241488.4
20251276.9
Algorithmic trading and portfolio optimizationCommon problems researchers identify · 07

Algorithmic trading and portfolio optimization

42 papers

6.6% of this theme group

Literature surveys machine‑learning methods for market prediction and efficient portfolio construction.

Portfolio (13) · Financial market (9) · Algorithmic trading (9) · Portfolio optimization (5)

Stock Market Prediction Using Machine Learning Techniques: A Decade Survey on Methodologies, Recent Developments, and Future Directions

Literature Review on Algorithmic Trading in Financial Markets

View research history
YearShare index
2022478.8
2023477.5
2024510.3
2025629.7

Cautions

210 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Policy and consumer shifts in paymentsCautions · 01

Policy and consumer shifts in payments

72 papers

34.3% of this theme group

Authors urge careful consideration of evolving payment preferences and regulatory impacts, including digital currencies.

Payment (44) · Mobile payment (25) · Digital currency (14) · Currency (12)

Payments transition in India – consumer preferences and policy shifts

Central Bank Digital Currencies and payments: A review of domestic and international implications

View research history
YearShare index
2022621.8
2023592.6
2024747.1
2025852.6
FinTech’s role in inclusion requires scrutinyCautions · 02

FinTech’s role in inclusion requires scrutiny

69 papers

32.9% of this theme group

Studies caution that FinTech solutions may not automatically deliver equitable access or improve financial literacy.

Financial services (50) · FinTech (38) · Financial inclusion (32) · Financial literacy (10)

Fintech and financial inclusion: Transforming underserved access to financial services

Fintech Innovations and Their Impact on Financial Inclusion in Developing Economies

View research history
YearShare index
2022533.2
2023586.1
2024645.7
20251018.9
Algorithmic trading effects on marketsCautions · 03

Algorithmic trading effects on markets

37 papers

17.6% of this theme group

Research warns of potential market distortions and systemic risks from automated trading strategies.

Algorithmic trading (15) · Portfolio (14) · Financial economics (8) · Trading strategy (7)

A Study on Algorithmic Trading Strategies and Their Impact on Financial Markets: Evidence from the Indian Securities Market

Understanding the Impact of Algorithmic Trading on Indian Financial Markets: A Quantitative Analysis

View research history
YearShare index
2022682.9
2023677.2
2024596.4
2025587.5
AI‑driven fraud detection limitsCautions · 04

AI‑driven fraud detection limits

32 papers

15.2% of this theme group

Papers highlight challenges in applying AI for credit risk and fraud, emphasizing compliance and interpretability issues.

Computer security (7) · Credit card fraud (4) · Credit card (4) · Analytics (4)

Adoption of artificial intelligence-based credit risk assessment and fraud detection in the banking services: a hybrid approach (SEM-ANN)

Risk Compliance in Indian Banking: Leveraging Artificial Intelligence for Fraud Detection

View research history
YearShare index
2022858.0
2023882.7
2024837.4
2025537.3

Opportunities

2,221 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Machine‑learning fraud detectionOpportunities · 01

Machine‑learning fraud detection

540 papers

24.3% of this theme group

Opportunities focus on leveraging AI to identify and prevent financial fraud in real time.

Financial fraud (68) · Accounting (36) · Database transaction (106) · Computer security (106)

Fraud Detection in Banking Transactions Using Machine Learning

Machine Learning-Based Real-Time Fraud Detection in Financial Transactions

View research history
YearShare index
20222038.3
20232002.1
20241656.9
20251180.3
AI‑enhanced portfolio optimizationOpportunities · 02

AI‑enhanced portfolio optimization

408 papers

18.4% of this theme group

Works explore deep learning and advanced analytics to improve trading strategies and portfolio performance.

Portfolio (270) · Portfolio optimization (178) · Trading strategy (61) · Algorithmic trading (74)

Prediction and Portfolio Optimization in Quantitative Trading Using Machine Learning Techniques

Deep Learning for Stock Price Prediction and Portfolio Optimization

View research history
YearShare index
2022335.5
2023324.2
2024235.4
2025360.9
Unified payment innovationsOpportunities · 03

Unified payment innovations

352 papers

15.8% of this theme group

Research highlights new mobile payment systems and marketing approaches to boost user adoption.

Payment (266) · Mobile payment (161) · Payment system (58) · Marketing (28)

Unified Payment Interface—An Advancement in Payment Systems

Mobile payment service adoption: understanding customers for an application of emerging financial technology

View research history
YearShare index
2022595.2
2023565.3
2024723.5
2025818.2
Advanced credit card fraud modelsOpportunities · 04

Advanced credit card fraud models

346 papers

15.6% of this theme group

Studies develop robust machine‑learning algorithms to detect fraudulent credit‑card activity.

Credit card fraud (302) · Credit card (311) · Random forest (47) · Computer security (69)

Credit Card Fraud Detection using Machine Learning Algorithms

Credit Card Fraud Detection using Machine Learning Methods

View research history
YearShare index
202261.3
202362.1
202453.9
202574.0
FinTech for inclusive financeOpportunities · 05

FinTech for inclusive finance

319 papers

14.4% of this theme group

Papers examine how digital services can expand access and improve financial literacy among underserved groups.

Financial inclusion (145) · Financial services (174) · FinTech (125) · Financial literacy (54)

The Impact of Fintech and Digital Financial Services on Financial Inclusion in India

A Perspective on the Application of Fintech as a Gateway for Financial Literacy

View research history
YearShare index
2022533.2
2023586.1
2024645.7
20251018.9
Blockchain for secure transactionsOpportunities · 06

Blockchain for secure transactions

144 papers

6.5% of this theme group

Research investigates blockchain applications to enhance transparency and security in payments and identity verification.

Blockchain (91) · Computer security (51) · Database transaction (45) · Transparency (26)

Online Payment Using Blockchain

Trustworthy E-KYC Systems Using Blockchain

View research history
YearShare index
20221069.8
20231090.7
20241045.0
20251083.9
Interpretable credit risk modelsOpportunities · 07

Interpretable credit risk models

112 papers

5.0% of this theme group

Works focus on feature selection and model interpretability to improve loan scoring accuracy.

Credit risk (24) · Loan (16) · Interpretability (12) · Feature selection (12)

Credit scoring using ensemble of various classifiers on reduced feature set

Feature Selection using Optimized Multiple Rank Score Model for Credit Scoring

View research history
YearShare index
2022256.3
2023260.1
2024185.0
2025281.7

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Promising30.7%37.1%
Problem-identifying24.0%9.8%
Descriptive23.5%17.4%
Cautionary11.8%4.6%
Breakthrough7.0%26.0%
Comparative1.7%4.1%
Critical1.2%1.0%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceA comparison of mobile money-transfer UIs for non-literate and semi-literate users2706.55%93 (34.4%)4.6%
Safety & misuseTHE WEAPONISATION OF ARTIFICIAL INTELLIGENCE IN DAILY LIFE FINTECH CRIMES: AN EXHAUSTIVE ANALYSIS OF THE INDIAN LANDSCAP80.19%3 (37.5%)0.08%
Labour & data workMobile Money Taxation and Informal Workers: Evidence from Ghana’s E-Levy70.17%3 (42.9%)0.1%
Bias & fairnessResponsible AI in Fintech: Evaluating Fairness and Bias in Rural Credit Scoring50.12%1 (20.0%)0.14%
Energy & datacenter footprintInnovative Machine Learning Applications for green Finance40.1%2 (50.0%)0.05%
Concentration of compute powerModerating effect of fintech adoption on market power and bank stability Nexus: Indian evidence20.05%0 (0.0%)0.17%
Water use00.0%0 (%)0.0%
Carbon & emissions of compute00.0%0 (%)0.0%
Hardware, e-waste & supply chain00.0%0 (%)0.01%

Institution and researcher rankings use citations to their covered work. Research scope: India. This may be broader than the company geography.

UNDERSTAND THE LANDSCAPE

Fintech in Noida: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

Company ecosystem snapshot: 5 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
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